{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## 实验记录\n",
    "<p>第一天:<ul>\n",
    "<li>构建了一个简单的卷积神经网络,最终精度是87.350%，</li><li>尝试增加模型宽度,将模型通道从16提升到32,精度到达90%.</li>\n",
    "<li>在32通道模型的基础上加入随机失活层模型精度略微降低到88.7%。</li>\n",
    "<li>在32通道的基础上加入l2正则化系数,精度为89.4%.</li><li>在随机失活层的基础上加入l2正则化系数:精度为86.5%</li></ul></p>"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "from torchvision import datasets,transforms\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "import torch.optim as optim"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T06:07:44.225857900Z",
     "start_time": "2023-11-09T06:07:44.221888900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "outputs": [],
   "source": [
    "trainset = datasets.CIFAR10(\"../data2/p1ch7\",download=False,train=True,transform=transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.4914,0.4822,0.4465),(0.2470,0.2435,0.2616))\n",
    "]))\n",
    "testset = datasets.CIFAR10(\"../data2/p1ch7\",download=False,train=False,transform=transforms.Compose(\n",
    "    [\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize((0.4914,0.4822,0.4465),(0.2470,0.2435,0.2616))\n",
    "    ]\n",
    "))\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:11:56.966011700Z",
     "start_time": "2023-11-09T03:11:51.733073700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [
    {
     "data": {
      "text/plain": "(157, 32)"
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class_names = ['飞机','鸟']\n",
    "label_map = {0:0,2:1}\n",
    "cifar2_trainset = [(img,label_map[label]) for img,label in trainset if label in [0,2]]\n",
    "cifar2_testset = [(img,label_map[label]) for img,label in testset if label in [0,2]]\n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(cifar2_trainset,batch_size=64,shuffle=True)\n",
    "test_loader = torch.utils.data.DataLoader(cifar2_testset,batch_size=64,shuffle=True)\n",
    "len(train_loader),len(test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:12:36.978990900Z",
     "start_time": "2023-11-09T03:12:16.741174200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [],
   "source": [
    "def imshow(inputs):\n",
    "    inputs = inputs/2+0.5\n",
    "    inputs = inputs.numpy().transpose(1,2,0)\n",
    "    plt.imshow(inputs)\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:16:41.131646300Z",
     "start_time": "2023-11-09T02:16:41.116615300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1,\n",
      "        0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1,\n",
      "        1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1])\n"
     ]
    }
   ],
   "source": [
    "inputs,labels= next(iter(train_loader))\n",
    "imshow(torchvision.utils.make_grid(inputs))\n",
    "print(labels)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:21:15.280615400Z",
     "start_time": "2023-11-09T03:21:14.947613Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 自定义CNN模型"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "outputs": [],
   "source": [
    "import torch.nn.functional as F\n",
    "class LMHNet(nn.Module):\n",
    "    def __init__(self,n_chans=16):\n",
    "        super(LMHNet,self).__init__()\n",
    "        self.n_chans = n_chans\n",
    "        self.conv1 = nn.Conv2d(3,n_chans,kernel_size=3,padding=1)\n",
    "        self.conv2 = nn.Conv2d(16,n_chans//2,kernel_size=3,padding=1)\n",
    "        self.fc1 = nn.Linear(n_chans//2*8*8,32)\n",
    "        self.fc2 = nn.Linear(32,2)\n",
    "\n",
    "    def forward(self,x):\n",
    "        out = F.max_pool2d(torch.tanh(self.conv1(x)),2)\n",
    "        out = F.max_pool2d(torch.tanh(self.conv2(out)),2)\n",
    "        out = out.view(-1,8*8*self.n_chans//2)\n",
    "        #print(out.shape)\n",
    "        out = torch.tanh(self.fc1(out))\n",
    "        out = self.fc2(out)\n",
    "        return out"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:26:40.631911100Z",
     "start_time": "2023-11-09T03:26:40.614915300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "outputs": [],
   "source": [
    "import datetime\n",
    "def train_loop(model,loss_fn,optimizer,train_loader,n_epochs):\n",
    "    for epoch in range(1,n_epochs+1):\n",
    "        loss_train = 0.0\n",
    "        for imgs,labels in train_loader:\n",
    "            #print(imgs.shape)\n",
    "            imgs,labels = imgs.cuda(),labels.cuda()\n",
    "            outputs = model(imgs)\n",
    "            loss = loss_fn(outputs,labels)\n",
    "            optimizer.zero_grad()\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            loss_train+=loss.item()\n",
    "        if epoch==1 or epoch%10==0:\n",
    "            print('{}, Epoch:{}, 训练损失:{}'.format(datetime.datetime.now(),epoch,loss_train/len(train_loader)))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:26:42.779087200Z",
     "start_time": "2023-11-09T03:26:42.771092300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-09 11:27:13.418249, Epoch:1, 训练损失:0.5756400658446512\n",
      "2023-11-09 11:27:19.428118, Epoch:10, 训练损失:0.32937433005897865\n",
      "2023-11-09 11:27:25.425118, Epoch:20, 训练损失:0.29666700142963676\n",
      "2023-11-09 11:27:31.433131, Epoch:30, 训练损失:0.2728380038859738\n",
      "2023-11-09 11:27:37.410116, Epoch:40, 训练损失:0.24912133300380343\n",
      "2023-11-09 11:27:43.431118, Epoch:50, 训练损失:0.23355518471283518\n",
      "2023-11-09 11:27:49.647133, Epoch:60, 训练损失:0.21523101181740972\n",
      "2023-11-09 11:27:56.833117, Epoch:70, 训练损失:0.20143963330110926\n",
      "2023-11-09 11:28:03.495116, Epoch:80, 训练损失:0.18700509940742688\n",
      "2023-11-09 11:28:09.940131, Epoch:90, 训练损失:0.17509991419353302\n",
      "2023-11-09 11:28:16.735115, Epoch:100, 训练损失:0.15946749455420076\n"
     ]
    }
   ],
   "source": [
    "lmh_net = LMHNet()\n",
    "optimizer = optim.SGD(lmh_net.parameters(),lr=0.01)\n",
    "loss_fn = nn.CrossEntropyLoss()\n",
    "train_loop(model=lmh_net.cuda(),optimizer=optimizer,loss_fn=loss_fn,train_loader=train_loader,n_epochs=100)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:28:16.742143700Z",
     "start_time": "2023-11-09T03:26:58.486438200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "outputs": [],
   "source": [
    "def test__loop(model,test_loader):\n",
    "    correct=0\n",
    "    total =0\n",
    "    with torch.no_grad():\n",
    "        for imgs,labels in test_loader:\n",
    "            imgs,labels=imgs.cuda(),labels.cuda()\n",
    "            outputs = model(imgs)\n",
    "            _,preds = torch.max(outputs,dim=1)\n",
    "            correct +=int((preds==labels).sum())\n",
    "            total+=labels.shape[0]\n",
    "\n",
    "    print('精度:{:.3f}%'.format(correct/total*100))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:32:11.301566Z",
     "start_time": "2023-11-09T03:32:11.282589100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "精度:87.350%\n"
     ]
    }
   ],
   "source": [
    "test__loop(lmh_net.cuda().eval(),test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:32:12.012781200Z",
     "start_time": "2023-11-09T03:32:11.831760600Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 尝试增加模型通道数(增加宽度)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [],
   "source": [
    "class LMH_net_width(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.conv1 = nn.Conv2d(3,32,kernel_size=3,padding=1)\n",
    "        self.conv2 = nn.Conv2d(32,16,kernel_size=3,padding=1)\n",
    "        self.fc1 = nn.Linear(16*8*8,32)\n",
    "        self.fc2 = nn.Linear(32,2)\n",
    "\n",
    "    def forward(self,x):\n",
    "        out = F.max_pool2d(torch.tanh(self.conv1(x)),2)\n",
    "        out = F.max_pool2d(torch.tanh(self.conv2(out)),2)\n",
    "        out = out.view(-1,16*8*8)\n",
    "        out = F.tanh(self.fc1(out))\n",
    "        out = self.fc2(out)\n",
    "        return out"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T05:08:11.837052100Z",
     "start_time": "2023-11-09T05:08:11.824807600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-09 13:08:14.387122, Epoch:1, 训练损失:0.5565084904242473\n",
      "2023-11-09 13:08:22.046150, Epoch:10, 训练损失:0.3183702784738723\n",
      "2023-11-09 13:08:30.386147, Epoch:20, 训练损失:0.27645013201388585\n",
      "2023-11-09 13:08:38.347154, Epoch:30, 训练损失:0.24447532510681516\n",
      "2023-11-09 13:08:46.299156, Epoch:40, 训练损失:0.21096881939347384\n",
      "2023-11-09 13:08:54.274146, Epoch:50, 训练损失:0.18815480813289145\n",
      "2023-11-09 13:09:02.262184, Epoch:60, 训练损失:0.16682081766853665\n",
      "2023-11-09 13:09:10.264151, Epoch:70, 训练损失:0.14679649550538915\n",
      "2023-11-09 13:09:18.252147, Epoch:80, 训练损失:0.12743411289089046\n",
      "2023-11-09 13:09:26.273145, Epoch:90, 训练损失:0.11070018714875172\n",
      "2023-11-09 13:09:34.399148, Epoch:100, 训练损失:0.0926371043559852\n"
     ]
    }
   ],
   "source": [
    "lmh_net_width = LMH_net_width()\n",
    "optimizer = optim.SGD(lmh_net_width.parameters(),lr=0.01)\n",
    "train_loop(model=lmh_net_width.cuda(),loss_fn=loss_fn,optimizer=optimizer,train_loader=train_loader,n_epochs=100)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T05:09:34.405154900Z",
     "start_time": "2023-11-09T05:08:12.416605400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "精度:90.000%\n"
     ]
    }
   ],
   "source": [
    "test__loop(lmh_net_width.cuda().eval(),test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T05:10:45.897160400Z",
     "start_time": "2023-11-09T05:10:45.576159200Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 启用随机失活:Dropout"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "outputs": [],
   "source": [
    "class LMH_Net_Drouptout(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.conv1 = nn.Conv2d(3,32,kernel_size=3,padding=1)\n",
    "        self.conv1_droupout = nn.Dropout(p=0.4)\n",
    "        self.conv2 = nn.Conv2d(32,16,kernel_size=3,padding=1)\n",
    "        self.conv2_droupout = nn.Dropout(p=0.4)\n",
    "        self.fc1 = nn.Linear(16*8*8,32)\n",
    "        self.fc2 = nn.Linear(32,2)\n",
    "\n",
    "    def forward(self,x):\n",
    "        out = F.max_pool2d(torch.tanh(self.conv1(x)),2)\n",
    "        out = self.conv1_droupout(out)\n",
    "        out = F.max_pool2d(torch.tanh(self.conv2(out)),2)\n",
    "        out = self.conv2_droupout(out)\n",
    "        out = out.view(-1,8*8*16)\n",
    "        out = F.tanh(self.fc1(out))\n",
    "        out = self.fc2(out)\n",
    "        return out"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T05:38:11.028154200Z",
     "start_time": "2023-11-09T05:38:11.010130400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-09 13:46:21.856080, Epoch:1, 训练损失:0.5481481796996609\n",
      "2023-11-09 13:46:29.373120, Epoch:10, 训练损失:0.3424483445609451\n",
      "2023-11-09 13:46:37.888081, Epoch:20, 训练损失:0.3084602662522322\n",
      "2023-11-09 13:46:46.290158, Epoch:30, 训练损失:0.29335139682338496\n",
      "2023-11-09 13:46:54.714207, Epoch:40, 训练损失:0.28021503443930557\n",
      "2023-11-09 13:47:03.430167, Epoch:50, 训练损失:0.26989322729930754\n",
      "2023-11-09 13:47:12.927158, Epoch:60, 训练损失:0.25911830579209477\n",
      "2023-11-09 13:47:22.375163, Epoch:70, 训练损失:0.24562458542122204\n",
      "2023-11-09 13:47:31.436183, Epoch:80, 训练损失:0.23723366403370905\n",
      "2023-11-09 13:47:40.525214, Epoch:90, 训练损失:0.22678005019096054\n",
      "2023-11-09 13:47:49.223167, Epoch:100, 训练损失:0.21946878669558056\n"
     ]
    }
   ],
   "source": [
    "lmh_net_droupout = LMH_Net_Drouptout()\n",
    "optimizer = optim.SGD(lmh_net_droupout.parameters(),lr=0.01,weight_decay=0.001)\n",
    "train_loop(model=lmh_net_droupout.cuda(),loss_fn=loss_fn,optimizer=optimizer,train_loader=train_loader,n_epochs=100)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T05:47:49.228164Z",
     "start_time": "2023-11-09T05:46:19.407733300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "精度:88.700%\n"
     ]
    }
   ],
   "source": [
    "test__loop(model=lmh_net_droupout.cuda().eval(),test_loader=test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T05:48:06.025899300Z",
     "start_time": "2023-11-09T05:48:05.794899500Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 尝试在损失中加入正则化系数"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-09 13:49:27.317171, Epoch:1, 训练损失:0.5611886137230381\n",
      "2023-11-09 13:49:34.620178, Epoch:10, 训练损失:0.319237200792428\n",
      "2023-11-09 13:49:43.587170, Epoch:20, 训练损失:0.27120113505679333\n",
      "2023-11-09 13:49:52.389167, Epoch:30, 训练损失:0.23973386217454437\n",
      "2023-11-09 13:50:00.850167, Epoch:40, 训练损失:0.21545882504077474\n",
      "2023-11-09 13:50:09.056205, Epoch:50, 训练损失:0.19404419236312245\n",
      "2023-11-09 13:50:17.317179, Epoch:60, 训练损失:0.1720893020937397\n",
      "2023-11-09 13:50:25.515205, Epoch:70, 训练损失:0.15237865573281695\n",
      "2023-11-09 13:50:33.918730, Epoch:80, 训练损失:0.13335889985986576\n",
      "2023-11-09 13:50:42.213729, Epoch:90, 训练损失:0.11587851603699338\n",
      "2023-11-09 13:50:50.884728, Epoch:100, 训练损失:0.10069496945068715\n"
     ]
    }
   ],
   "source": [
    "lmh_net_width = LMH_net_width()\n",
    "optimizer = optim.SGD(lmh_net_width.parameters(),lr=0.01,weight_decay=0.001) # 尝试在宽通道中加入l2正则化系数\n",
    "train_loop(model=lmh_net_width.cuda(),loss_fn=loss_fn,optimizer=optimizer,train_loader=train_loader,n_epochs=100)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T05:50:50.891735600Z",
     "start_time": "2023-11-09T05:49:26.086170100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "精度:89.400%\n"
     ]
    }
   ],
   "source": [
    "test__loop(lmh_net_width.cuda().eval(),test_loader=test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T05:53:58.000355400Z",
     "start_time": "2023-11-09T05:53:57.766348300Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 在随机失活层的基础上，加入l2正则化系数"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-09 14:02:37.053336, Epoch:1, 训练损失:0.5493505788836509\n",
      "2023-11-09 14:02:44.653342, Epoch:10, 训练损失:0.3353846822954287\n",
      "2023-11-09 14:02:53.037335, Epoch:20, 训练损失:0.3122328574870043\n",
      "2023-11-09 14:03:01.545338, Epoch:30, 训练损失:0.29497389846546634\n",
      "2023-11-09 14:03:09.949336, Epoch:40, 训练损失:0.2869876160932954\n",
      "2023-11-09 14:03:18.316336, Epoch:50, 训练损失:0.2758199663678552\n",
      "2023-11-09 14:03:26.704333, Epoch:60, 训练损失:0.26327180406849854\n",
      "2023-11-09 14:03:35.088336, Epoch:70, 训练损失:0.2547011454678645\n",
      "2023-11-09 14:03:43.547338, Epoch:80, 训练损失:0.24601366693616672\n",
      "2023-11-09 14:03:52.344340, Epoch:90, 训练损失:0.24243602223077398\n",
      "2023-11-09 14:04:01.052334, Epoch:100, 训练损失:0.2315347045660019\n"
     ]
    }
   ],
   "source": [
    "lmh_net_droupout_l2 = LMH_Net_Drouptout()\n",
    "optimizer = optim.SGD(lmh_net_droupout_l2.parameters(),weight_decay=0.001,lr=0.01)\n",
    "train_loop(model=lmh_net_droupout_l2.cuda(),loss_fn=loss_fn,optimizer=optimizer,train_loader=train_loader,n_epochs=100)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T06:04:01.060334600Z",
     "start_time": "2023-11-09T06:02:34.269342700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "精度:86.500%\n"
     ]
    }
   ],
   "source": [
    "test__loop(lmh_net_droupout_l2.cuda().eval(),test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T06:04:26.269699100Z",
     "start_time": "2023-11-09T06:04:25.638697700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
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